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Page 1: Poisson limit

5 10 15 200

1

Poisson limit

HTHT

HT

HT

HT

HT

Hπ‘β†’βˆž ⟨π‘₯ ⟩=𝑁 𝑝

𝑝=⟨π‘₯ βŸ©π‘β†’0

. . .

⟨ 𝛿π‘₯2 ⟩= ⟨π‘₯ βŸ©π‘ƒ (π‘₯ )= πœ‡π‘₯

π‘₯ !π‘’βˆ’πœ‡

Distribution plot adapted from (http://en.wikipedia.org/wiki/File:Poisson_pmf.svg), licensed by Wikipedia user Skbkekas under a CC-BY-3.0 license.

π‘₯T T T T

πœ‡=1

πœ‡=4πœ‡=10

T

𝑃 (π‘₯ )

0.1

0.2

0.3

0.4

Page 2: Poisson limit

HTHT

HT

HT

HT

HT

H

2

Poisson limit

?𝑁=1𝑝=1

⟨π‘₯ ⟩=1

𝑁=2𝑝=1 /2

⟨π‘₯ ⟩=1 ? ?

? ? ? ?𝑁=4𝑝=1 /4

⟨π‘₯ ⟩=1

π‘β†’βˆžβŸ¨π‘₯ ⟩=𝑁 𝑝

𝑝=⟨π‘₯ βŸ©π‘β†’0

Page 3: Poisson limit

Average total number of heads

T T

3

Poisson limit

HTHT

HT

HT

HT

HT

H

π‘β†’βˆžβŸ¨π‘₯ ⟩=𝑁 𝑝

𝑝=⟨π‘₯ βŸ©π‘β†’0

H

T T T T T T. . .

. . .

Variance of total number of heads

⟨ 𝛿π‘₯2 ⟩=𝑁𝑝 (1βˆ’π‘ )⟨π‘₯ βŸ©π‘

⟨π‘₯ βŸ©π‘

⟨ 𝛿π‘₯2 ⟩= ⟨π‘₯ ⟩

Page 4: Poisson limit

T T

4

Poisson limit

HTHT

HT

HT

HT

HT

H

π‘β†’βˆžβŸ¨π‘₯ ⟩=𝑁 𝑝

𝑝=⟨π‘₯ βŸ©π‘β†’0

H

T T T T T T. . .

. . .

⟨ 𝛿π‘₯2 ⟩= ⟨π‘₯ ⟩

Probability distribution for getting x total heads

𝑃 (π‘₯ )= 𝑁 !(π‘βˆ’π‘₯ ) !π‘₯ !

𝑝 π‘₯ (1βˆ’π‘ )π‘βˆ’π‘₯

(πœ‡π‘₯

𝑁 )π‘₯ (1βˆ’ πœ‡π‘₯

𝑁 )π‘βˆ’π‘₯

(1βˆ’ πœ‡π‘₯

𝑁 )𝑁 (1βˆ’ πœ‡π‘₯

𝑁 )βˆ’π‘₯

β‰ˆ1π‘’βˆ’πœ‡π‘₯

𝑃 (π‘₯ )= 𝑁 !(π‘βˆ’π‘₯ ) !π‘₯ ! (πœ‡π‘₯

𝑁 )π‘₯

π‘’βˆ’πœ‡π‘₯

Page 5: Poisson limit

T T

5

Poisson limit

HTHT

HT

HT

HT

HT

H

π‘β†’βˆžβŸ¨π‘₯ ⟩=𝑁 𝑝

𝑝=⟨π‘₯ βŸ©π‘β†’0

H

T T T T T T. . .

. . .

⟨ 𝛿π‘₯2 ⟩= ⟨π‘₯ ⟩

Probability distribution for getting x total heads

𝑃 (π‘₯ )= 𝑁 !(π‘βˆ’π‘₯ ) !π‘₯ ! (πœ‡π‘₯

𝑁 )π‘₯

π‘’βˆ’πœ‡π‘₯

𝑁 βˆ™ (π‘βˆ’1 ) βˆ™ (π‘βˆ’2 )β‹― (π‘βˆ’π‘₯+1 ) βˆ™ (π‘βˆ’π‘₯ ) !(π‘βˆ’π‘₯ )!π‘₯ !

𝑃 (π‘₯ )=𝑁 βˆ™ (π‘βˆ’1 ) βˆ™ (π‘βˆ’2 )β‹― (π‘βˆ’π‘₯+1 )π‘₯ ! (πœ‡π‘₯

𝑁 )π‘₯

π‘’βˆ’πœ‡π‘₯

𝑃 (π‘₯ )=πœ‡π‘₯

π‘₯

π‘₯ !π‘’βˆ’πœ‡π‘₯

Page 6: Poisson limit

T T T

𝑃 (π‘₯ )

0.1

0.2

0.3

0.4

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6

HTHT

HT

HT

HT

HT

Hπ‘β†’βˆž ⟨π‘₯ ⟩=𝑁 𝑝

𝑝=⟨π‘₯ βŸ©π‘β†’0

. . .

⟨ 𝛿π‘₯2 ⟩= ⟨π‘₯ βŸ©π‘ƒ (π‘₯ )= πœ‡π‘₯

π‘₯ !π‘’βˆ’πœ‡

Distribution plot adapted from (http://en.wikipedia.org/wiki/File:Poisson_pmf.svg), licensed by Wikipedia user Skbkekas under a CC-BY-3.0 license.

π‘₯T T

πœ‡=1

πœ‡=4πœ‡=10

Poisson limit


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